{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Run Oscillator with parameter set C0 with standard parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C0_Oscillator and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C0\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "c302      >>>  Writing generated network to: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C0_Oscillator.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C0_Oscillator.xml and have reloaded results\n",
      "c302      >>>  All cells: ['VD3', 'VD2', 'VB3', 'VB2', 'VA3', 'VA2', 'PLMR', 'PLML', 'DD3', 'DD2', 'DB3', 'DB2', 'DA3', 'DA2', 'AVAR', 'AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 16 neuron(s) (Oscillator C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 16 neuron(s) (Oscillator C0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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rAczsW3Fwl8uBbwI3xeklYCd3nxbfbwHMJgQjuWPiVjP7dNhjr2SckQ3oK3XT\ny/iiY0qJiMgoOmocHJWZdo/DgU3eaSenaeqdp110Wp+RIxk4+Mt8wqmaucDewE/j9GnAPUkmd18K\nvCReVbOxmf3WzK4zMw33LiIiw9bV4KNdtNNnGZK77595f3nq7cTU9OsJ/UjSefeOL1/etAqKiEhH\n6vSWkXb6LCIiIuulTg9GOu00jYiIiIwx7RRYiYiIrJfG+qW9zaZgREREpMU6/TRNO30WERGR9ZJa\nRkRERKSl1DIiTeclKJfGrR3wrI9ueummj/FUKFGmRB/hxsAVSlRivFtOxb2V1E9Vojxg+V1xCLVS\nznOSt2vtkqtMK1UolcrrplUqlMpluir9lMpQikVaBSinHpUqr6mRnpeWnVbrPZlpyevKENPyntMD\nGRVJy76ulqfI+7xBlLJ5hppebTlF5msk31DlFSyn3p1u3nKGvYwCJsSy2p5GYaxpShlY3twyOr1l\nRFfTiIiISEupZURERKTFdJpGREREWqqR4d3b6QDeTp9FRERkvaSWEREREWkpdWDtMGa2wMxON7ON\nzOyOTNpFZrZ3fH2ImT0b79SbpD9gZjeY2a1mdupo111ERNpT0jJSz6OdWhM6KhgxsxcBjwAHuPtz\nwD/NbJeYVgKmuvstMfvRwA+Bw1KLWObuBwJvAI43s4mIiIjIsHRUMEIIMH4ELDKzlwM/A46JaQcB\nN8LawGQH4PPAkan5LT5PALppr1YyERFpEbWMdJaDgd8AlxKCkJ8Db41pRxOCE4ADgevdfQmwUepU\nzRQzu5HQunKxu68YtZqLiEjbSvqM1PNop3/D7RRY1WRm2wKvBK4mBGEbu/ssM3vMzHYFXuvuH4zZ\njwZ2NrNpwDbAoXG+Ze4+zcx2As4HZg1V7oxZMGVTqJT6qYxbRT+9HNYziUN6upvwKUVEZDjm9IZH\n2nJvfrldJdjAhs43YB5nVEbPNbPvAe8Ffu7uh9fItyNwP+HMwZ7uvrBoGR0TjBACjI+7+5UAZvYt\nM9sZuBz4JnBTnF4CdnL3afH9FsBsQjBiAO7+f2a2yMwOdfdf1Sp09umw+z6wctI4Vo2fkBoOXkRE\nxpqe8eGRtrAMU5s9HHwJuuo8V1Hqp+nBiJlNBY4HVhXI/nWgjwbu1tBJp2mOJPYJieYTTtXMBfYG\nfhqnTwPuSTK5+1LgJWa2IZCOj88H/rOJ9RURkQ7RNQ42KNX3qDd4adA3gEuApbUymdkhwJsIf97r\n1jEtI+7Rt39kAAAgAElEQVS+f+b95am3E1PTrweuz+TdO758XWraXxh4pY2IiEjbMLPjgd2AI4Dp\nNfJ1EVpFvg482EhZHROMiIiIjFVdXaHfSF3z1NnHpB5mthHwReAcd19qVrOwGcALgHOAoxopT8GI\niIhIi3WVYIM6j8hNPoDPJPQT+XqtTGa2FXA68Al3f26IoKUqBSMiIiKtNo76r9XtHzqLheig0OWb\n7t4b59kZ+CjwTndfM8RsXwb+7u7fL1JGNQpGREREWm2Im9PMWQlzMtezFLzkeD8GXrxRjZvZru7+\nAKE1ZIG7X11rBjPbCziOMDbXsCgYERERGeN6JoZH2sI+mPrkkLMuAk4sWMzjZnYg8GbgCDPbIU43\nQrwwIU57Og76+RXg98DiVN7N4/M2ZvaEuz9cpGAFIyIiIq2WDKtajwKnaeJI4j8oukgz244wjMVV\n2UUB2xKulplBuOR3O2B74B85eecCy4BNi5SrYGQUWAW6Kv2UqFCiTIkS4+kDoEIXJUp0UaEcTxhW\n6KJCiVLqBGIlNbJNOXNiMXlfjsuppNJLcb7Bz2WAWNK6tBJluqhACUqlSpxWGZS/VKlQKpfD5ypD\nqRw/azKaWzk+KlVeM0R6JbOcvGmVKstK56FKvmyeMqGZNG8AoQphSynnTIeByyDndTZftfTs9Lz3\n2fpl0+uZlre8lDXV5kkWOUQ6wJqCAzIVWdagZTcwz4Ayhzd7TUOdZB8r1pd6tto/R6OQIU7T5GrO\ngGfzCJfyZn0XeIgw8vif47QPkBoaIzqIMAbXJ4C/Fi1UwYiIiEirNdKBtQmDnrn7I4T7rw1gZucB\nS9z92lTe63PybUI4rXOThoMXERFZnzTSMjK6d8pzBo5CPlTeuigYERERabVG+oyM4hHc3XcsmO8S\nwvDxdemke9OIiIjIGNTxwYiZ7WBmS83sejObb2bnxpviYWaHmNmzZjY+vt/IzObFfNfHXsciIiLD\nk/QZqefRRkfwNvoowzLf3ae7+wGE4W/PitOPBn7IuhvirQGOi/m+DHx6lOspIiLtKOkzUs9jdPuM\nNJWCkcHOBg43sxKwA/B54EgIQ+W6+79ivjU068IqERHpLPUGIo30MRnD2uijjAx3XxNPyxwIXO/u\nS+LpmfGpcfu7gTOB97WwqiIi0i7GyKW9raJgJCMGGr2EUzQ7m9k0YBvgUCAZp/9C4Fvu/vehljdj\nFkzZBPpLUCn10s8a3trjvLVnUrM+goiINOjn8ZG2YjQKHvuX9jaVgpEgfc/jU4FrgT3dfRqAmW0B\nzAauNrOZhDsUXl5kwbNPhz32gt5JsHLieHrppo/xOr8jIjIGvTU+0u4jf0hSGTkKRoL9zGweIc68\nDfgdsEGS6O5LzewlZvYi4HTg9/FmQn9w99NaUmMREWkfahnpbO6+GNgyJ+kXmXx7x5cb5OQVERFp\n3Bgf9KzZ2uijiIiIrKfUgVVERERaSqdpREREpKU6PBhpo0YeERERWR+pZURERKTVkvvN1DtPm1Aw\nIiIi0modfppGwUizdYcBz56ZOIXnmMyK+FjJRFYygVVMXPu6j3WDovXRTW98LlOKA6WVqFCiHNfA\nCl1U1r7OXytLqeHVktclygBx7kpqelh6evrg93FaqUKpVD0PwHh6U8utvey8fNlp6Tqn07KfacBn\nrcTnckyv9Mf3qe8o9drSo9Glpue+rzYtMdZHthtiRzbUNexFrnGfkH6jvc3Yod+iLivuBd7c5EIU\njIiIiEhLdfhpGnVgFRERkZZSy4iIiEir6TSNiIiItFSHByMdf5rGzHYws6Vmdr2ZzTezc81sw5h2\niJk9a2bjU/kvj/n+YGZvbF3NRUSkbSTBSD2PUQpGzOx7ZtZvZnNz0sab2almdp+ZPW9mj5jZT83s\nFfWU0fHBSDTf3ae7+wHAKuCsOP1o4IfAYam874r53gnMHM1KiohImyo1+GgyM5sKHE84Nub5CXAm\ncANwCnABsB9wi5ltV7QcBSODnQ0cbmYlYAfg88CRSaK7JxdzTgH+NPrVExGRtjN2W0a+AVwCLM0m\nmNnWwBHAbHc/xd0vcvdZwLuAjUkdO4eiYCTD3dcA44EDgevdfQmwUeZUze+A3wC/bE0tRUREmsvM\njgd2A06rkmXj+JwNVP4Vn6u1pgyiDqwZZtYN9BJO0exsZtOAbYBDgasB3H1/M3sRMBfYo9byZsyE\nyZvBmtLzlOmlzDL279mSvXsmNveDiIhI3eZcBXOuHjht+bOjUPAY68BqZhsBXwTOcfelZpaX7e/A\nI8AnzewB4C5gW+DLMe3SouUpGAnS3/KpwLXAnu4+DcDMtgBmA1ebWVc8VbMSWDHUgmefBbvtC89M\nnJQZgVVERMaaniPCI23hvTB1NEZgHVuDns0ktGx8vVoGdy+b2ZHAHMKf88QdwD7uXjiMUzAS7Gdm\n8wg/7W3A70iNdh2jwpfEUzW/NjOPeT/bktqKiEh7aVLLiIUmje4ii3P33jjPzsBHgXfGrgu1LAPu\nBi4jHD9fRvhTf7mZTXf3viJld3ww4u6LgS1zkn6Rybd3fDmt6ZUSEZHO0rzTNPsBNxbI52a2q7s/\nQGgNWeDuV9eawcw2Bn4PfMXdZ6em3wnMB04CLixSyY4PRkRERFpuiGBkzj3hkbZ8daElLwJOLFiL\nx83sQMJtAY8wsx3idIu1mxCnPe3uKwh9K7dg4Cka3P0mM3sW2AcFIyIiIu2h5zXhkbbwUZj67drz\nxStCf1C0nDg2iANXZRdF6Jz6IDCDcMnvFjEtr42mrrYeBSMiIiKtNnY6sM4jjB2S9V3gIWAW8Oc4\n7QFCq8m7CGNyAWBmbwcmAQuLFqpgREREpNXGyKW97v4I4XLdAczsPGCJu1+bmnwtcB9whpm9GLgV\n2Ak4GXgUuKhouQpGREREWm2MBCM1eHysm+C+Jt6j7XOE26a8izDkxZXAae7+dNGFKxgRERFptbFz\nmiaXu+9YZfpy4FPx0TAFI6OoRCX1KNNFhW76KMc1qiumJc/d9NFHN2VK9NEX50rnKOVOA9ZOA9ZO\nS6eF9+t+/kpqra7krOF50+r97EXTBr8vD3jflUqvNW+J8tqNtauUP8+g/AXKGbLMKsvIm7f6tPKg\naXnLq7WMetIbzTt43vx6j7Rq38P6ZjjftYyeRx5fShhGo4nGfstIU+neNCIiItJSahkRERFptQ5v\nGVEwIiIi0mrjqD+4aKNzGwpGREREWq2L+o/IbXQEb6OPIiIisp7SaZrOFsfZvx24l/B93A6cAZwP\n7AY8D6wEjnH3lWY2F9iEcL31Ke5+T+6CRUREpJA2OuM0LPPdfbq7H0AIPM4iBBsnuPs04GbgHTHv\nR919X+B9hGFxRUREhidpGannoZaRtjYL+BNwC+uCtY2BZwHc/aE4bQ1okAARERkB6sAqaXF42+74\n9mIz6ycEI+dksn41PkRERIZHHVglLQYivfHtie5+v5m9FTgX+HDMcyZwi7vfPNTyZsyEyZvBmtLz\nVFhNmWc5oGcL9unZtlkfQUREGnTXnAe4e84DA6atXt5bJfcIUgdWIdwCOXEqcBWwVWr6cmBzADM7\nEdjW3c8ssuDZZ8Fu+8IzEyexiomsYDIrmMzKEau6iIiMlN17dmb3np0HTHtk4VK+MbXJw8HrNI0A\n+5nZPMKqcBvhapoLgIvMbCXQDZxsZuOAC4E/mtmNwIPu/r5WVVpERKQddHww4u6LgS1zkk6qMsv4\nJlZHREQ6kU7TiIiISEupA6uIiIi0lPqMiIiISEvpNI2IiIi0VIefpmmjRh4RERFZH7VRXCUiIrKe\n0mkaaao+6F4Nk0srGD++j276mMwKeummj/FrnyuU6KWbCl300U2Z0trp6dfJ+wpdVd8DA6Yn79PP\nAOXU60qDq0KJ8oD3Xanb9ZRyXqfzd62dtu45my8/T620wfOXBuUr585brdxsnqHqVy1Pte8k+7ra\n9zQwPZO/kn+bpFK5nDsdoKvSXzUtzFszueG8WdaMOzwNoz5tUX67G+Xvd+Gj8I1mFzKGOrCa2QnA\nxTlJDmzt7ktjvk0JN419K7ArsAGwCJjt7j+tp0wFIyIiIq029lpGHPgc8FBm+rLU6zcAZwO/jM9l\n4CjgUjPbxd0/X7QwBSMiIiKtNjY7sP7a3RfWSP8zsJO7P5ya9j9mdj3w/8zsXHdfVaQgdWAVERGR\nXGa2UbwVyiDuvjgTiCSuJoxWvmPRchSMiIiItFrSZ6SeR3OP4AbMB54FVprZNWb2soLzbh2fnyxa\nWMefpjGzHYDbgXsJ38fthBvlnQ/sBjwPrASOcfeVZvZN4FXABOAr7n5FSyouIiLtY2z1GVlJ6MB6\nIyEYmQp8ElhgZnu4+6PVZjSzTQidWm9y9yVFC+z4YCSa7+7HApjZWcBZhM47J7j7X8zsVOAdwE+A\nGe5eNrNJwM2AghERERmeJgUjZmaEO88Pyd174/PPgJ+lkuaa2W+Bm4DTgI/UKOsnwBTglCJlJhSM\nDDYL+BNwC+sawTYmRIe4e3JR2UbAfaNeOxERaT/N68C6H6GFYyhuZru6+wO5ie4LzOw2YHqNZXwL\nOBh4j7v/uVDtIgUjGe6+xsySKPJiM+snBCPnJHnMbA5wAPDp0a+hiIi0Gx8HXqOlY84VcOmVA6ct\nW15o0YuAEwtW4/Eh0h8Gds5LMLOZwH8An3H3nxQsby0FIxkxEOmNb0909/vN7K3AucCHAdy9x8ym\nAH8EflhreTNmwZRNoVLqp39cLxXKHNYziUN6CrWaiYjIKJozF+ZcO3Da8hWtqUtaz1HhkbbwHtjz\nwNrzxX4bPxihauwIPJGdaGYnAzOBr7n7VxtZsIKRwFKvTwWuArZKTV8ObA4hWHH3PmA1MOQqOvt0\n2H0fWDlpHH3jx7OSifTRvTbaERGRsaPn8PBIW/hnmHp4fv6RUilBpc4jcqVJHVjN7IXu/mRm2lsI\nHVm/npn+TuA84Ifu/qlGy1QwEuxnZvMI3YFuI1xNcwFwkZmtJHT+OTnmvczMXkAY9nZWKyorIiLt\npb+BYKS/eVfT3GJmdwF3EP6MTwVOAhYDX0wymdlrCa0uTwI3mtlx2eW4+z+KFNjxwYi7Lwa2zEk6\nqUr+I5pbIxER6TSVklEu2dAZB8zjhAs/R9ylwGHAm4CJhL4kFwKfd/f0aZpXEOKIzYHv5yznJEDB\niIiIyPqgUipR6apvFLNKqZ9m3DXQ3c8gnCEYKt8lwCUjUaaCERERkRbrL5WolOoLRvpLRrvcIlrD\nwYuIiEhLqWVERESkxSqMo1Ln+O6VJtWlFRSMiIiItFiFEmUFIyIiItIq/ZSo1HlI7m9SXVpBwUiz\nrQJbCpPoZxKr2IRV6/obVajd9yj5ddI3UOpKvY8Pj9enV7qgXBpHpStkrpRKa6PtCl1UKK1tBkxH\n4ckGkE4HBkTp2Y2knubEUk78Xkp98K5UepK3NGBaeUC+bJ51z1XyVeJzOaZX+uN71j5bUly5ynO1\n9GrTa+XJSyuSXi1P3vta89WaVu2vVrX1tNb6W+RvW9G+d4300RuJfn2j8ddzfet/uL7VdyQsbX4R\njZ2maZ9wRMGIiIhIi/Vn/gwWm6d9ghFdTSMiIiItpZYRERGRFutv4DRNfxt1YVUwIiIi0mJlxtV9\nNU25jU5udHwwYmY7ALcD9xK+j9sJw+CeD+wGPEvotHy2u/8+3hjoPKAPeBQ43t3bJzwVEZFR109X\nA1fTtM+hp33CquGZ7+7T3f0AYCVwFuHuQye6+3Tg/cCFZrYF8E9gWsy7GHh7a6osIiLtIjlNU8+j\nv40O4e3zSUbOLODw9AR3/yfwU+Bgd1/i7r0xqY/2utRbRERk1HX8aZosd19jZt05SY8DWydv4umd\nNwFnj1bdRESkPTU2zkj7tCcoGMmIgUhvTtI2wAMxz8bAD4AThuovMuMrMGXjgdN63gw9bxmR6oqI\nyAia89fwSFve1/xyGxsOvr78Y5mCkcBSr08FrgK2Sqab2XbAkcCBZlYC5gBnuvvfhlrw7E/DHq/O\nTOzEEQxFRNYDPS8Pj7SFS2HqnOaW29hw8O0TjLRPG8/w7Gdm88xsPjCR0IHVgIvM7Hrge8CH3P0J\noAd4HfA5M7vBzI5pVaVFRKQ91Nt5NXv7jvVdx7eMuPtiYMucpJOq5P8R8KOmVkpERDpKY4OetU97\nQvt8EhEREVkvdXzLiIiISKvpahoRERFpqU6/mqZ9wioREZH1VHI1TT2PZl1NY2YnmFl/zqMSRyLP\n5t/IzL5iZg+a2Woze8TMfmZmGxYtUy0jIiIiLTYGT9M48Dngocz0Zek3cdytmwhjcX0H+BuwObAv\nMB5YXaQwBSMiIiIt1t/ApbqjMM7Ir9194RB5vgRsB+web52SOLeegnSaRkRERHLFUzC5sYKZTQFO\nBC5093+a2QZVbqcyJLWMNNtG4FvAiind9JW66WU8fXTTS3c871ca0HEpGYGvsvb9usg3eV0rb15a\n3nzZ5VdbdrU6pPOm1TuCYFqpytC0XZnbZJdS70uD0tYtY+18pZivVH3eZL6unPS8fOm8jSyzoc+R\nm6/6fHnzV5uv2rRa02uVWaQOjZRVdb7KyN5KvVQe/WGSuyq652ZpjI5OXb6bMO52E1UY10AH1qa2\nJxgwH9gI6DOz3wCfzIw8/kbCqZi/m9nlhLvYjzOzPwAfcfd7ixamYERERKTFKg0MB9/Eq2lWAhcD\nNwLPAlOBTwILzGwPd3805tuJELR8idBX5N3AC4AzgRvMbDd3X1KkQAUjIiIiLdasPiNmZkChUyfu\n3huffwb8LJU018x+S+ioehrwkTh9o7VVgQPdfVUs8y7gVuBk4IwiZSsYERERabGhrqa5Zc7D/GHO\nwwOmrVy+psii9yO0cAzFzWxXd38gN9F9gZndBkxPTV4Vn69NApGY949m9g9g7yIVBAUjIiIiLTfU\noGev63kxr+t58YBpDy18hjOnXjfUohcROpkW8fgQ6Q8DO6fePxaf807FLAU2KVhuZwcjZrYDcDtw\nL+G7uJ3QpHQ+sBvhXFk/cLa7/z4O9nIVsAYoA8cVPR8mIiIy2uIx6gcjtLgdgSdS7++Mz9vm5N0G\n+EvRBevSXpjv7tPd/QBCp52zCIO9nOju04H3AxfGQOQJd98n5v0h8L4W1VlERNrIGBuB9YU5095C\n6Mj6q2RaPKVzD/B2M9s0lfdgwtgjvy1aZke3jOSYBfwJuCWZEK+d/ilwsLv/KJV3MnDfKNdPRETa\n0BgbgfWW2An1DmA5IQg5CVgMfDGTdwYh6FhgZhcSrqaZQTg9dEHRAhWMpLj7mioDtjwObA1gZq8B\nLgSmAAePYvVERKRNjbERWC8FDgPeBEwkHAMvBD7v7unTNLj7fDN7M3A2cA7hDMOVwGfcfWXRAhWM\npMRApDcnaRvgAQB3vwfYy8yOBj4LfLjWMmecBVM2hXLXGvqtQj+9HNYziUN6GhqkTkREmujSy+Gy\nywdOW768+eX2N9Ay0t+klhF3P4OCl+TG/DcANwynTAUjYcCWxKmEDqpbJdPNbDvgSOBAM9vA3ZNr\nqZ4Fnh9q4bNnwu57wYopG2RGYBURkbHmXUeHR9rCu+H1+7emPp1CwQjsZ2bzgBJwGyEavAC4yMxW\nABXgQ+7+hJm91sy+SriSZjXw3lZVWkRE2kd5iEt7q83TLjo6GHH3xcCWOUknVcl/O6D4WERERlR/\nA8PBj8Jde0dNRwcjIiIiY8EYu5pm1CkYERERabExdjXNqFMwIiIi0mIVxtXdB6SdWkba55OIiIjI\nekktIyIiIi1WaaADa72ndcYyBSMiIiItpj4j0lwl6NsQJi/vw5b3wdPPwVOE4dKejs/PE0b/fx54\nLj73xufVqfe98X0Z1vTCql4ol2FVOdxGeA2wKiSvva1wMkJb3rR0Wq336Wmk0rprpGfzFpW3nEod\n84uIjLTHRqGMsTQCaysoGBEREWkxXdorIiIiLVVpYATWduoz0j5hlYiIiKyX1DIiIiLSYp0+HHzH\ntYyY2Q5mttTMbjCzW81sTzO7PZPnBDN7zswmxPevM7N+M3tFnP9nram9iIi0o6TPSH2P9jmEd2rL\nyHx3P9bMXgucA3hOnvuAQ4ErgaOAP6bS8vKLiIg0pNMv7W2fsKox9wDbVUmbCxweX78CuH9UaiQi\nIh0nGQ6+nodaRtZ/Fp8PAP5CfkCyDJhgZnsBdwEvGp2qiYhIp6nQ1cAIrO1zCG+fT1Kf/c3sBsIQ\nYx8HLs3J48B1wPnAicCMRgqaMRMmbwbj+gmjf/VBzz7Q87qG6i0iIk30p/hIW92KinSYTg1G5rv7\nsckbM7Mq+a4C9nT3ezNZquUfZPZZsNu+0L0abDlh1NVkBFYRERlTXhUfaY8B32lyuZ0+Amv7fJLh\n2cnMfhsf/03soOruT7n7f8Q86U6rb0zl//So11ZERNrKWLyaxsymm9k8M1tmZs+a2R1mdkxOvsPN\n7E4zW2Vmi83sTDOrK7LquJYRd18MHJuZ9oIC87039Xbrka6XiIh0rrF2NY2ZnQR8D/gtcCrhNmEv\nJ9PH0swOJZxFuAH4T0LD0unA5sDJRcvruGBERERkrEmupql3nmYwsx2AbwHnufsnhsj+38DdwCHu\n3h/nXwGcambnufsDRcrUaRoRERFJ+zAhPpgJYGaT8jKZ2a7ALsB3kkAkOj/Of3TRAhWMiIiItFgl\nDgdf36Npp2kOAhYBh5nZw8AKM3vKzD6fueBjd0J/yjvTM7v748AjMb0QnaYRERFpsTHWZ2QnQh+R\ni4AvA/cCRxL6gpSA02K+pP/k4znLeBzYpmiBCkZERERarNLApb1F+ozElozuIstz9974ciPCEBaf\ncfevxmlXmdlmwMfM7Avu/jwwIab1MthqYHKRckHBiIiISMtV4hDv1Tw25/c8PufmAdPWLF9ZZNH7\nATcWyOdmtmvscLoKmMjgAUHnAIcQTr/cHPMBjM9Z3oap9CEpGBEREWmx/thnpJote6axZc+0AdOe\nXfh3bp061MUuLCKMIl5EcrrlMeBlwJJM+lJCi8kmmfxbA49m8m4N3FawXAUjIiIi7crdlwA/qHO2\nOwnByLbAQ6np2xI6rD4R399NCE72BO5IMpnZ1oT7uV1QtEBdTSMiItJiY2wE1ssIQcb7kgmx78lJ\nhJua3Ang7vcTWl4+mLnK5iNAP3Bl0QLVMiIiItJiY+lqGne/xszmEQYu2xy4BzgC2Bv4oLuvSWX/\nL+Aa4Dozu5QwAuvJwHfdfVHRMtUyIiIi0mLJCKz1PJp8b5q3A98A3gZ8DdgCOM7dv5/O5O6/IFz2\nu0nM/w5gFmFo+MLUMiIiItJilSE6sFabp1ncfSXwifgYKu9cYO5wyuuolhEz28HMlprZDWZ2q5nt\naWa3Z/KcYGbPmdmE+P51ZtZvZq/IzH+bmR3cmk8iIiLtpL/u/iKlpt4ob7R1VDASzXf3A4FTgHMI\nPYOz7gMOja+PAv6YM/+RhKYoERERGYZODEYS95C5FXLKXODw+PoVwP2ptKTH8CaIiIiMgP4Grqbp\nb6NDeCf2GUmCiQOAv5AfkCwDJpjZXsBdhOulE/ub2S3AKwkdfERERIYlCTDqnadddGIwsr+Z3QA8\nB3ycwcPdQjh1cx3hNsgnAjNSafPd/Vgz6wGmM8QwuzNmwuTNYFw/sAbog559oOd1w/8gIiIysv4U\nH2mrR6Hc5GqaeudpF50YjMx392OTN5mBWtKuAvZ093szWQzA3efETqxfdfdnqhU2+yzYbV/oXg22\nnDBczFPA88P+HCIiMsJeFR9pjwHfaXK5Y+1qmtHWicFI1k5m9tv4+k+EviS4+1PAf8Tp6U6u6dcX\nAx8AvtLsSoqISPsaS4OetUJHBSPuvhg4NjPtBQXme2/q7bGp6YXH3RcREZF8HRWMiIiIjEXJ1TT1\nztMuFIyIiIi0WJlxlOoMRsoKRkRERGSk9NNVdwfW/jY6hLfPJxEREVlPdfppmvb5JCIiIrJeUsuI\niIhIi1UYxzgNeibN9tSmG7Fi08msfMlEVjKBPsavfe6lmz7GU6FEb3xOHuU4EE56qOBklL70+cWh\nmvdKVDLvywB0xemlQc/r0ktU2CCTJ5ve6PS89HXTBtclr67V6p332UuVzPdQLq993VXpz35tlMqD\nJuVOA7BK/vS1qsw37LzNXEYRQ33u9dFofXeyXlh4H3zn6OaW0d9fotJf52maOvOPZQpGREREWqxS\nGQflOltGKmoZERERkRFSKZegXOdw8HUGL2OZghEREZEW66+U6m4Z6a+0TzDSPm08IiIisl7q+GDE\nzG4ysy1S7483s8+a2WQzW2lmb0ylXWBmC8zsFjM7qDU1FhGRdlOpjKNSLtX3aKM+I+3zSRp3OXBU\n6v1RcdrhwEXAMam0L7n7PsBbgC+MWg1FRKStVcolymvqezS7z4iZTTezeWa2zMyeNbM7zOyYGvl3\nNLPVZtZvZnvUU5aCEbgCOBLAzCYDW7n7A8ARwBnArklGd38ovuwDBl8HKiIi0gDvL9Ff6arr4U28\ntNfMTgJ+QzjenQp8CvgdsF2N2b4e83u95XV8B1Z3f9TMus1sM+AQYK6ZbQSU3P3peBpnH3dfkJrt\nC8A3W1JhERFpP+X6L+2l3Jz2BDPbAfgWcJ67f6LgPIcAbwK+Apxeb5kdH4xEVxJaRw4F/h/hFM2O\nZvZLYCKwGbAAwMxOJAQqPymy4BkzYfJmUC6toswaKiznoJ5NmdazZTM+h4iIDMOcX4RH2vIVo1Bw\nA1fT0LyraT5MOHMyE8DMJrn789Uym1kXoVXk68CDjRSoYCS4ArgU6HL3B8zsS8A0d38awMyui8/T\ngaMJwUohs8+C3faFFRMnsILJrCQZgVVERMaansPCI23hfTC1ySOwjjEHAYuAw8zsXGBbM3sG+DYw\n092zp2FmAC8AzmFgH8zCFIwA7v6ImRlwbTxFs3USiESL4lU1FwDPAPPMbKW7H5a3PBERkbpUDMpW\n/+hvo3AAACAASURBVDzNsRPhRg8XAV8G7iWcPTgdKAGnJRnNbKs4/RPu/lw4lNZPwUgUr5JJvCGT\ndkp8+bLRq5GIiHSMCvXfE6nAfaHiH+3uIotz9974ciPAgM+4+1fjtKti38qPmdkXUqdtvgz83d2/\nX0/Vs3Q1jYiISKslwUg9j2I3qdwPWFXgsdLMdo7zrIrPl2aWNQeYAOwOYGZ7AccBH6/jk+ZSy4iI\niEirJQFGNb+eA7+ZM3DaiuVFlrwIOLFgLR6Pz48RzgQsyaQvJbSYbBLffwX4PbA4XoEDsHl83sbM\nnnD3h4sUrGBERESk1crAmhrpB/WER9qihXDi1JqLdfclwA/qrM2dhGBkW+Ch1PRtCWOILI3vtwO2\nB/6RLRaYCywDNi1SoIIRERERSbsMeBfwPuBzsLbvyUnA08DCmO8DhOEv0g4C/hP4BPDXogUqGBER\nEWm1for2ARk4TxO4+zVmNg841cw2B+4hjEq+N/BBd18T812fndfMNiGcyrnJ3Rdm06tRMCIiItJq\nTbqaZhjeDswC3gmcQGjlOM7ds51a82g4+LGqzMCR8iqp911UqMS1ajy9lClRoYsKJbozedOvS5k1\nMXm/7rm8dvnptOz06tPWLSebt2vA8qpMr1Qolct0VUL4XiqHhyXVTvcKDx9u3eta07K9yLPLICd/\ntbRar6vlr5UvL2/etLydSJH5hppebedUaydXK22onV3RnWc9O9l6d8iJkd4xN1qPdim/UxRZb55p\nei2G7sBabZ4mcfeVhFMthYaDT813CXBJveUpGBEREWm1sdcyMqo0zoiIiIi0lFpGREREWq3DW0YU\njIiIiLRahwcjHX+axsxuMrMtUu+PN7PPmtlkM1sZb5CXpJ1mZr8zs9vM7D9bU2MREWk7zRsOfr3Q\n8cEIcDkDb3l8VJx2OOGOhcek0r7s7vsTbqT3YWv09oQiIiJpyQis9Tza6IorBSNwBeHWyJjZZGAr\nd3+AMMDLGcCuSUZ3T376CcDf3L3ua6lFREQGqTT4aBMdH4y4+6NAd7w18tuAuWa2EVBy96eBm8xs\nnyS/mc0mDP5ya0sqLCIi0mbUgTW4ktA6cijw/winaHY0s18Sxt3fDFgA4O4zzOwzwAIzuyjehKiq\nGTNh8mawpvQ8FVZTYTkH9WzKfj3Z4fxFRKTV5jwcHmnLa93AbqR0eAdWBSPBFcClQJe7P2BmXwKm\nxZYRzOy6+Nzt7n2Es3XPA6uHWvDss2C3feGZiZNYxURWMpGVTGBV8z6LiIg0qGe78Ehb+AxMvbHJ\nBSsYEXd/JHZGvTaeotk6CUSiRfFUzbvNbBdgA+BH7r68FfUVEZE2o2BEANx9n9TbN2TSTokvF4xe\njUREpGOMsXvTjDYFIyIiIq3W4S0jHX81jYiIiLSWWkZERERarcNbRhSMiIiItFoyAmu987QJBSMi\nIiKt1siIqmoZERERkRGj0zTSTKumGA9P3JZ/8GIeYxuWsiUPsx1L2ILH2IaneCFPsRlPLtmM/uWT\n4BngKWAZ8FzqsQLoBVYRVsDVhCa9XtY17yUrZvoSsWyzX97KW88GUCtvXhNjtrxyzuv0fJUC+ZI8\nQ94ZKJkhu4Ds+6L50pWqd1qt6Xnv877ovC+43h+k6Lz1LquIZrYpj8YQmUW1Udu5RI8B32luER0e\njOhqGhEREWkpBSMiIiKtlrSM1PNocsuImU03s3lmtszMnjWzO8zsmEye8WZ2qpndZ2bPm9kjZvZT\nM3tFPWXpNI3I/2/vzuPkquq8j3++3Z0OZDEIiAYQVwRmZGTxQUJ8iY44wOCDA0EgRFFGnUXcYGTR\nqAiD+oD6ADMMiD4OiwMBZRVlEwQRgcEhMMqjGAXZg2ENWUg63f2bP86p5Halqquq6e7bqfq+X6/7\nqqpzz7n31Om6t3917rmnzMzKNsHuppF0BPD/gBuAz5FCn+2Aql/u4SLgvaTrWPcAWwKfAG6XtGNE\nVP3sYG0ORszMzMo2ge6mkfQa4EzgjIg4eph8M4EDgFMj4vhC+m3AT4EDgTOa2aeDETMzs7JNrAGs\n/0gaxnECgKSpEbGiRr6X5cclVelP5semf6C+48eMSLpV0haF14dLmi9pkaSbJd0m6c/zui9JukPS\n7ZLmlVdrMzOzMfNu4H5gP0mPAsskPSPppPwL9xUPAI8B/yTpvZK2krQbcHZed3GzO+z4YAS4FJhT\neD0HeAo4PSLeBRwDfCavuyAiZgF7AseNay3NzKx9TawBrNsC2wD/Tho3Mge4BvgCcHIlU0T0ky7F\nrAR+CDwK3AlMBWZHxAvN7tCXaeAy4DzgbEnTgZmkWTym5/UzgKUAEfFQflwjqY3u8DYzs1KN0QDW\n3JPR28zmImJ1fjoNEHBcRHwjp10haTPg05K+Wrhs8zxwL3AJ8J/AG0kDXi+VtFdE9DWz744PRiLi\ncUm9uZH3Bq4i/RE+LelgUoT43mIZSZ8BfjDulTUzs/Y0dgNY3wHc3ES+kLRDRCwijfWYwvqXWRaQ\n/k/uDNwm6WXAz0kDWE+rZJJ0N3ALcARwTjOV7PhgJLuc1NW0L3A8MIt0meYsSa8ArgN2BZD0HuDt\nEXFQMxs+7phg8sufZiUrWcWDrGYy28zdnRlz9x6bd2JmZi/Br/NStGrsd9toAOsfF8BDC4am9S1t\nZsv3Ax9ushaL8+MTpB6OP1WtX0L6sv7y/PogYAvSJZq1IuJWSS8As3Ew0pLLSBFgT0QskjSL1OAA\nK4BNASTtCHwR2KfZDZ/ydfHK3TevMR28mZlNPDvmpWgCTAf/6rlpKXp2IVy/67CbjYg/ARe0WJu7\nScHIVsBDhfStSD/E8VR+Xbn5o7vGNrppIcbwAFYgIh4jBR9XF5I/JemnpO6tL+a000gR4Y8l/TSP\nMTEzM2snl5D+J36kkpDHnhwBPEsKVgAW5XyHFgtLeh9pEOvCZnfonpEsImYXnp8PnF8jz17jWikz\nM+sME2gG1oi4StJNwOfyUIX/Jk1utgfwdxFRqenVwP8HviTptaQ7abYFjgQeJ92N0xQHI2ZmZmUb\npPUBrINjUZG13ke6jfcQ4EPA74B5EbF2UGu+s/TtpKsH+5F6SJaRxmHOj4hnm92ZgxEzM7OyVeYO\nabXMGImIlcDReRku31Lgs3kZMQcjZmZmZZtY08GPOwcjZmZmZZtAY0bK4LtpzMzMrFTuGTEzMyvb\nxBvAOq4cjIyxjZcGM1c/Qe/kPrZkMc+zyZDlOTZhOdN57pWbsPyV01nJFJ5nE1YyhWVMZyUb8yJT\nWLlyCn2reulbPgVW9aQJAZeTuulW5aW/8Fi9wNBuwIFCWvGROq+huS7ERgfTcN2K9dZV77d6H7XK\n9QNMyuXzIxs3Ll+9reK+G+23mTar1T713vdwbdXob9HqSW20unsnSrdxq93dVl8bjUsYsf6FsKzk\nSc/qlWkTDkbMzMzKNsHuphlvDkbMzMzK5gGsZmZmZuVxz4iZmVnZOnwAa8f3jEi6VdIWhdeHS5ov\naZGkmyXdJunP87ojcv7bJX2lvFqbmVlbqQxgbWVpowGsHR+MAJcCcwqv55B+Hvn0iHgXcAzwmbzu\nexHxjojYA9hD0pbjW1UzM2tLrQYiIxnwOoE5GIHLgAMBJE0HZpJukFVePwNYChAR/TlfD+lnlJv+\nESAzM7O6KgNYW1kcjLSPiHgc6JW0GfC/gatIgcinJf2M9BPIF1XySzoOWAQsiYhVJVTZzMzaTWXM\nSCtLG40Z8QDW5HJS78i+wPHALNJlmrMkvQK4DtgVICJOkXQqcKWk3SLiruE2fNQJMG3zQfq6nqef\n5azhafaYuzVvmbvJ2L4jMzNrXd+CtBQNLi2nLh3EwUhyGXAx0BMRiyTNYt1lmhXApgCSeiOiLyJC\n0gpgZaMNn3YibPfOLp6ZvAnLmF6YfdXMzCac3rlpKepfCMt2Hdv9egZWi4jHJAm4upD8KUlzgKnA\nF3Pa5yS9E+gGbo6I+8a3pmZm1pYcjBhARMwuPD8fOL9GnhOBE8ezXmZm1gFGMhi1jQawOhgxMzMr\n2wDrBge0UqZNOBgxMzMr20gCizYKRjr+1l4zMzMrl3tGzMzMyjYARItl2mieEfeMmJmZlW0CzcCa\nf5dtsM6yupBvU0nHSPqZpCWSnpN0h6SDW92ne0bMzMzKNpIBrK32pDTvZOA7VWlTgXOA6wtps4B/\nBq7Jj/2k33e7WNL2EXFSszt0MDLWVsHUJYNM3WgJ/ZOXMNAD/d1dDPT0MNDdzQDdrGYyA3SvXfrp\npi+n9dPNAD30TellYEo3/Zum18W8tV4DDNA95LH6eS3dhRFRtZ5351C8ssfKuuHS108bml7cds+Q\nlqiRPjBAd38/PQOpf7K7Py2qVLX6B6SK9+4Xf+Wyf5j04mOr6dXPB+qk18tTva7W61pl6uUbLr3R\nuuH2NZLtjCRvq/UYq31PlO2Ptg2tviVZ+AzsenXjfC/Z2AUXLYmIm6rTJM3LTy8sJN8HbBsRjxbS\nzpZ0I3C8pK9HxIvN7NOXaczMzKyRecBy4IeVhIh4uCoQqbgSmAy8vtmNOxgxMzOzuiRtDuwFXNFk\nT8fM/Ph0s/twMGJmZmbDOZT0MygXNsoo6eXAR4BbI+JPze7AY0bMzMzaVP7dtd5m8kbE6jqrDgOe\nAm5sYl8XATOAT7ZQTQcjkm4FDoqIJfn14cCrgQ8BjwCTgAsj4tuSpgFXkSLEfuCIOtfLzMzMWlC5\nt7eei4FLqtJeaGbD7wBubiJfSNohIhYVEyW9Dtgd+JeIaDSzyZnAXwEfbPWHZDs+GAEuJd2KdHZ+\nPQf4MXB6RJwlaWPgCkmPAjcB8yLiSUnvAY6lxejPzMxsfcVb/Go5KC9F9wCza+Qd4n7gw01WYnGN\ntHmk+3wuGq6gpBOAfwCOi4hh89biYAQuA84j3Y40nTTwZhUwDSAiXpR0CvCBiLgWeDKXW0Nb/TKA\nmZm1mzxu44KXsIm5wIMRcVe9DJKOBE4A/m9EfGMkO+n4YCQiHpfUK2kzYG/SZZjqqWeeAF5VeSGp\nF/gyaZCOmZnZS9ToMk29MmNH0k7ADsCJw+Q5BDgD+F5EfHak++r4YCS7HDgQ2Bc4njSrXNGWpICk\n4hzgzIh4oNGGj/oKzJgBdEN0QQjmHBLMmdeopJmZjbcFD8KCPw5NW9o3HnsuztDYSpkx9QHSJZoF\ntVZK+l+kXpengZsLE6NV3B4Rf1y/5PocjCSXkUYH9UTEIkmzyL0jeczIMcDp+fUJwAMRcWkzGz5t\nPuyyC7AR9E8mz8AqX98xM5uA5r4+LUXjMwPrxOoZyXfGHALcXT2oteDPSHHEK4Dv1lh/BOBgpFkR\n8Vhu+OLH7VOSDiDdTXNBRNwgaWtgPnCbpL8E7oiI+SVU2czM2srECkYiIkh3lg6X53zg/NHYn4OR\nLCJmF57XbOCIeIwm79c2MzNr3oS8TDNuPAOrmZmZlco9I2ZmZqWbWJdpxpuDETMzs9J19mUaByNm\nZmalc8+ImZmZlarRdPD1yrQHByNmZmal6+yeEd9NY2ZmZqVyz8hY64KYCiundtE3eTIrmUIfvaym\nlz4mr31MabUfB+gekjZAd07rZYCeta/76R7yGlj7CNBfeF5LT2EwVHfV88rr7hyJ9wxJS3tfP61e\nen+hlkO3PTR96L66GaC7ux+6GbZ8s3Ue+rguT3UbdA8U0vrXfRPpGRj6a9rdNb6k1Eqr0EsdezZe\nX4o65SzRPl8ybbT9iqFTYo4JD2A1MzOzUnX2ZRoHI2ZmZqVzz4iZmZmVyj0jZmZmVqrO7hnp6Ltp\nJN0qaYvC68MlzZe0SNKNkn4m6e8K6y+VdIukOyS9vZxam5mZtZeODkaAS4E5hddzgKeA0yNiL2Af\n4EBJ++b1h0bEO4FDgBPGs6JmZtbOKpdpWlna5zJNpwcjlwEHAkiaDswEVlVWRsSLwCnAQfl15S8/\nA/j1uNbUzMzaWGcHIx09ZiQiHpfUK2kzYG/gKkBV2Z4AXlV5IelnwLbA4eNWUTMza3OeDr7TXU7q\nHdkXOB6YVbV+S1JAAkBE7Clpa+CHwC6NNn7UyTBjUxjoHmSwazUD9LPf3KnsPbd39N6BmZmNigVX\nwIIrh6YtfWE89uy7aTrdZcDFQE9ELJI0i9w7Imlj4Bjg9Py6J1+qWQksa2bjp30Bdp5dawZWMzOb\naOYekJaihb+CXfcppz6douODkYh4TJIYOtnvpyQdAEwCLoiIGyRNBq6TFEA38PkSqmtmZm2ps2/t\n7fhgBCAiZheenw+cXyPPauBd41kvMzPrFJ19mabT76axNnL9gufLrkLHWXB52TXoPAuuKLsGnee6\nm8djL5WekVaW9ukZcTBibeOGBUvLrkLH8T/G8Vc9uNLG3vW3jMdefGuvmZmZlaqzx4y4Z8TMzMxK\n5Z4RMzOz0nX2AFYHI2NnI4DfPgAxDVZtHKzpHWQV/axB9BH0E/QxwBoGWENfXibRxyTWMIk19LKG\nSQzSRV9+3sckBunOaen5AF1rHwfoYZAuBnKn1yDdays00KAjrJvBtc+7Ct1/aW+D+Xl/IW1gyPNu\nBtZuo6sqrTpvT65115AyQ/N3r7f94nYG1tarkm/50gF+u/DF9erclevcMyRt3baHvh76vgG6Bta1\nS/dAFJ4Pbb+uGj2m1XmKNFh/XVPG6zw0zFli6QtpDoa2sIGc19uqzTcQy1asfbrR2O3lSVr/ED49\nFhUphSKicS5rmaTDgAvLroeZmY2aeRFx0WhuUNI2wG+BKSPcxEpgh4h4ZPRqNf4cjIyRwu/dPETh\nx/fMzGyDsxHwWuD6iHhmtDeeA5LNR1j86Q09EAEHI2ZmZlYy301jZmZmpXIwYmZmZqVyMGJmZmal\ncjBiZmZmpXIw0iJJvZJOkfSYpJWS7pS0V5Nlt5T0fUnPSVoq6UpJrxvrOk80kt4q6UxJ90laLulh\nSZdI2rYq37mSBmssv6mxTUk6VtKDkl6U9N+SDm2hTjMkfVvSklynn0raeTTe70Qgac86bTkgabeq\nvHtIuk3SCkmLJZ0haWqNbY74WMjl2/p4GObzW1lm5ny31Fl/TY1tus0zSVMlnSjpWknP5DY7vE7e\n7SVdJ2lZznuBpPXuXmnlPNLsNoep//6S7s77eVjSlyV1Ny7ZnjzpWesuAA4ATgP+AHwYuEbSOyPi\n9nqF8sn8FmA6cDJpdpujgVsk7RQRz41xvSeS44A9gB8AvwJeBXwSWCjpbRFRDDZWAR8BVEir9Yt4\nXwOOBc4B/gt4H3CRpMGI+P5wlZEk4BpgR+BU4Bng46S/zS4R8UDrb3HCOp3UPkV/qDyRtBNwI/Ab\n4Chga+AY4I3AflXlRnQs5P10wvHwLeAnVWkifUYfjIjFOS2AR4HjGfo5f6LGNt3m62wOfBF4GLgX\neGetTJK2An4OPEdq4+mkz/SbJe0WEcWZxpo6j7S4zVp12he4Avgp8AnSuecLwCuAI5tvgjYSEV6a\nXIDdgEHgqELaZOD3wG0Nyh5L+lWjXQpp25Hm/z257Pc2zu24O9BTlfZGUuBxQSHtXOCFJra3JbAa\nOKMq/WekE5UalD84/10PKKRtDjwL/EfZ7TVKbb5nfo8HNsh3DfAYMLWQ9pH82d2rkDbiYyHn7cjj\nAZid2+24QtrNwK+aKOs2H/p+JgFb5Oe75rY5vEa+s4DlwFaFtHfn/B8tpDV9Hml2m8PU/TfA3UBX\nIe2fSQHim8pu2zIWX6ZpzUGkD8t3KgkRsRr4LjArR8v1zAF+GRELC2V/B9xE+mfYMSLizqj65hAR\nfwDuA3aozp+7TqcNs8m/IfXynV2Vfjbpm/2sBlWaAzwZEVcU6vM08H3gfZImNSi/QZE0rVZ3sKTp\nwF7A9yJiRWHVBcAKhn5OX8qxAJ17PMwj/cNaUL1CUnety2EFbvOCiFgTEUuayHog8KOIeLxQ9iZg\nEUPfdyvnkWa3uR5JOwDbA9+OiOKPQpxFGjpxUBPvqe04GGnNTsCiiFhelX5XYf168mWAv2D97vFK\n2Tc0OAl1iley/o8tTAGWAS/k67Jn1mirnYAVEXF/VfpdpG7vRmM/dgYW1ki/K+//Tc1UfgNxLvAC\nsEppXMyuhXU7kk7GdxcLRMQaUjd4sR1HdCxA5x4PknpI/2h+EevPmLktKeBblsfpnJTzF7nNWyRp\nS2AL6r/v6s90w/NIi9usZWfSpbnq42wxqVeybcaqtcLBSGtmAotrpC8mfVi3rFNuU1J3ar2yDFO2\nI0j6ALAVcHEh+QnSGI4PA4cCV5HGclwrqfjZnQn8qcZmm23b4f6uzZTfEPQBlwKfBvYH5gNvBn4u\n6S05z0zSSbJeWxTbYaTHAnTu8bAP6fJf9W9W/QH4Kukz/kHgTtL4ge9V5XObt25mfqz3vjct9Hw2\nex5pZZsjqVM7/h0a8gDW1mxMuqZYbVVhfb1yjLBs25O0PXAm8AvSJQEAImJ+VdbvS/o9afDdQaTL\nKDDyvwuF9fXKq4nyE15E3AHcUUj6kaTLSAOIvwb8NY0/p8V2eClt3qnHw2GsCwrXioiPVeW7UNI5\nwEclnRYRlZ4Pt3nrmn3fa2i+fVvZ5kjqNL1OubbmnpHWvEj6dlFto8L6euUYYdm2JmkL4MekUenv\njzySaxinkb69F29nHOnfpZny0UT5DVKku4SuAt6Vu/EbfU6L7fBS2rzjjgdJU0g9UtdFxLNNFPkm\nKRAerc95x7V51sr7brZ9X2pbtnKcdQwHI61ZzLoutqJKWq1b8SDdlbG6QdlaXXZtTdLLgOuBlwH7\nRMSTjcpExCrSrbebFpIXk24Prtbo71IsP5K/azt4FOgFprKuu79eWxTb4aW0WSceDweSvhFXX6Kp\n59H8WP05d5u3pvKe6r3vZ/OYqEreZs4jrWxzJHVq5/NNXQ5GWnMv8KYad3bsTvoGfW+tQvnb/q+B\nt9ZY/TbSnAPVg9LamqTJwNXk+SvyqP5myk0jXXd/qpB8LzAlX+4pGvbvUlV+lxrpuwMrSSPk29Ub\ngFX583cf6W6NIZ/TfP17J4a244iOBejY42Ee6VbQq5vM/4b8WP05d5u3ICKeILVhrfe9G+t/phue\nR1rcZi33koL+6uNsJumunXsalG9PZd9bvCEtrLvP/+hCWi/pn9UvCmmvBrarKjvcPf5fKfu9jXM7\ndpEuD6wG9q6TZzIwrUb6qbkd9y+kbUW6Fv8vVXlvBR5h6PwAr8rt3l1IOzhv88BCWmWekQvLbq9R\navPNa6S9Jf8NLi+kDTfPyHsKaU0dCzm9o4+H/FnqA86tsW460Fsj/eLcPju5zZtq45HOM/KxQlor\n55Fmt9mT2/hVVdv8DekOvuI2K/OMbF92e5byNyy7AhvaAlyST+CnAB8jDbpcDcwu5LkFGKwqN400\nOdGTwGeBz5Am0nkE2Kzs9zXObXh6PmivJH1jHLLkPK8hBQP/Rpqd9ZOksSWDpPv7q7d5Sj7Rfov0\nz/NH+fUhVfnOy9vYppDWBdxOmtn1i8A/kr5FLgW2Lbu9RqnNb8pt8nngo6SxN8tJl7y2K+TbmdQb\ndDfw9/kEuRK4psY2Gx4LOV9HHw+kGTaHTBpXWLcnqVv+m/lzdzRwW85/ltu8YdseSboz7Kx8XF+a\nX88Hpuc8WwNL8nv/BPC5/Lm/B5hUtb1mzyNNbZN0HhsE/r2q/H6kwOPGfDyekV+fXXablva3LLsC\nG9pC+iZyCvB4PknfWX2SIc2o2F+j7Jb5ZPIc6R/dlcDry35PJbThzfkAr7nkPDOA84HfkeYZWUm6\n8+NYCr0aVds9DniQNADsV8ChNfKcmw/6barSZwDfzieYZaR/3juX3Vaj2OafIN1N81T+5/UYKTBb\n7/NHmqr/56R5L57MJ8qpNfI1PBYKf++OPR5Ige4T1JgJGHgtqRfkgdzey0hzVXyszrbc5kPfzx+H\nOZcUv3DsAFyb2/eZfG55RZ1tNjyPNLtNUjAyAHy3Rvn9SUH/SlJQ+OV657ZOWJQbxczMzKwUHsBq\nZmZmpXIwYmZmZqVyMGJmZmalcjBiZmZmpXIwYmZmZqVyMGJmZmalcjBiZmZmpXIwYmZmZqVyMGJm\nZmalcjBitoGT9BpJg5IOL7suRUp+Len4cd7vP0h6OP/asJltAByMmE1AObhotAxIekcuMhF/1+Ew\n0g+K/ds47/dc0m+4/P0479fMRsi/TWM2AUk6rCrpQ8BewAcAFdJ/EhFPSeoF1sQEOqAl3QPcEREf\nL2Hf/wc4OCJeP977NrPWORgx2wBI+lfg4xHRXXZdmiFpZ9Ivkv5lRNxSwv53Af6rrP2bWWt8mcZs\nA1drzIik8yQtk/RqST/Kzx+V9PG8fkdJN0laLukhSXNrbHeGpNMlPSJplaTfSzpWkqrz1vA3wGrg\n51Xb/HKu67aS/kPS85KWSDopr3+1pCslLZW0WNLRNer1SUn3SVoh6VlJv5R0aDFPRCwEngXe10Rd\nzaxkDkbM2lOQju9rgYeBY4CHgH+V9KGc/kvgWOAF4HxJr6kUlrQxcCswDzgP+CRwG/A14JtN7H8W\ncF9EDNSoF8Al+fE44E5gvqTPADcAj+X03wNfl/T2Qr0+BpwB3Ad8GvgScA/wthp1WAjMbqKuZlay\nnrIrYGZjZiPggog4FUDSAuAJ4LvAIRFxWU6/EbifNC7lpFz2n4DXATtFxIM57TuSFgOflfTNiHh8\nmH1vTwoy6rmzMpZE0ndIgdI3gOMi4ptV9f1bUiAE8NekIOfQ9ba4vgdJY2zMbIJzz4hZe/tu5UlE\nLAV+B6yoBCI5fRHwPFAc7HkQ6RLLUkmbVRbgJtKXmHcwvM2A5+qsi6p6DZLGd4h0J0x1fYv1eh7Y\nWtJbG+yfvP+NJW3URF4zK5F7Rsza16qIeKYqbSnpMki1pcDLC6+3BXYEnqqRN4Atmtj/cGNLHqmx\n/1UR8WyN9E0Lr08B3g3cJekPpMs6F0XE7cPs36P0zSY4ByNm7at6vEaj9GLw0AX8hPTPv1ZQo+Fx\n7QAAAbZJREFUsajBvp9haHDTTB0a1isi7pe0HfBeYB/gQODjkk6MiBOryr0cWBkRqxvU1cxK5mDE\nzGp5AJgWETePsPz9pDEnoy4iXgR+APxAUg9wBWkA7Ncioq+Q9XXAb8eiDmY2ujxmxMxq+T4wS9Jf\nVa/It/w2mu/kDuDNoz0lu6TiJRsiop8UcHQB1fvaBah1+cbMJhj3jJhZLV8H9gd+JOk80gRmU4G/\nIF0aeS1pHo96rgK+AOwJ3DiK9bpB0pPAL4A/AX8GHAlcHRErKpkk7Uoaa3LlKO7bzMaIgxGzDcdw\nAzFrrauXv17etekR8WL+3ZvPA+8HPkiaj2QRaW6PpcNWNGKhpF8DB9N8MNJMfb9FmvvkKGAaaTDu\n6cBXqsq8H3jYs6+abRg8HbyZjQlJHwDOBLaJiBfGcb+9pHlLvhoRZ47Xfs1s5DxmxMzGyoWkW3iP\nHOf9HgH0AeeM837NbITcM2JmZmalcs+ImZmZlcrBiJmZmZXKwYiZmZmVysGImZmZlcrBiJmZmZXK\nwYiZmZmVysGImZmZlcrBiJmZmZXKwYiZmZmVysGImZmZlcrBiJmZmZXqfwDut+4xFP64WAAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c66c290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SJ2Emq8fFqcNTMdfqfMwCHAFqxGwK+ksNW4kWh3zi95zg+AuJ13lnEvqx/zhM3AGmB1ZE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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca87050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:53:25.059923. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "\n",
    "%matplotlib inline\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('Oscillator',\n",
    "                                                      'C0',\n",
    "                                                      '',\n",
    "                                                      1000,0.05,\n",
    "                                                      'jNeuroML',\n",
    "                                                      verbose=False,\n",
    "                                                      plot_ca=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## List current parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Known BioParameters:\n",
      "    BioParameter: cell_diameter = 5 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_length = 20 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_specific_capacitance = .6860 uF_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_specific_capacitance = 5 uF_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: initial_memb_pot = -50 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_spike_thresh = -20 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_spike_thresh = -20 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_leak_cond_density = 0.00105 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_leak_cond_density = 0.1 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_k_slow_cond_density = 0.24491 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_k_slow_cond_density = 0.1 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_ca_simple_cond_density = 0.1953 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_ca_simple_cond_density = .2 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: leak_erev = -64 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: k_slow_erev = -90 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_simple_erev = 60 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_conc_decay_time = 20 ms (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_conc_rho = 0.0002 mol_per_m_per_A_per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: global_connectivity_power_scaling = 0 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_exc_syn_conductance = 25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_exc_syn_conductance = 25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_ar = .5 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_ad = 50 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_beta = 0.125 per_mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_vth = -25 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_erev = 0 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_inh_syn_conductance = 60 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_inh_syn_conductance = 0.25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_ar = .5 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_ad = 50 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_beta = 0.125 per_mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_vth = -30 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_erev = -90 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_elec_syn_gbase = 0.05 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_elec_syn_gbase = 0.0001 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: unphysiological_offset_current = 2pA (SRC: Testing Osc, certainty 0)\n",
      "    BioParameter: unphysiological_offset_current_del = 10 ms (SRC: Testing Osc, certainty 0)\n",
      "    BioParameter: unphysiological_offset_current_dur = 2500 ms (SRC: Testing Osc, certainty 0)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:53:45.889806. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "print params.bioparameter_info(\"  \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Change some parameters and run again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C0_Oscillator and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C0\n",
      "c302      >>>  Setting parameter unphysiological_offset_current = 4pA\n",
      "c302      >>>  Setting parameter neuron_to_neuron_elec_syn_gbase = 0.01 nS\n",
      "c302      >>>  Setting parameter neuron_to_neuron_inh_syn_conductance = 30 nS\n",
      "c302      >>>  Setting parameter neuron_to_neuron_exc_syn_conductance = 25 nS\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "c302      >>>  Writing generated network to: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C0_Oscillator.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C0_Oscillator.xml and have reloaded results\n",
      "c302      >>>  All cells: ['VD3', 'VD2', 'VB3', 'VB2', 'VA3', 'VA2', 'PLMR', 'PLML', 'DD3', 'DD2', 'DB3', 'DB2', 'DA3', 'DA2', 'AVAR', 'AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 16 neuron(s) (Oscillator C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 16 neuron(s) (Oscillator C0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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rvBr4M/BhUmnJsByMmJmZNdlIunevM/1+DH4MSi0haX5E3NNAFkptQ64vBSIA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\nzQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf63050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+br+XSiZDF1Zemde0svZkz7lcHsBYRwkURsEzVAr7T+/n6SVPM3P7TELtoTTJ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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf3d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(['DB2',\n",
       "  'VB2',\n",
       "  'DD2',\n",
       "  'VD2',\n",
       "  'DB3',\n",
       "  'VB3',\n",
       "  'DD3',\n",
       "  'VD3',\n",
       "  'DA2',\n",
       "  'VA2',\n",
       "  'DA3',\n",
       "  'VA3',\n",
       "  'PLML',\n",
       "  'PLMR',\n",
       "  'AVAL',\n",
       "  'AVAR'],\n",
       " ['PLML', 'PLMR'],\n",
       " <parameters_C0.ParameterisedModel at 0x10cc6dfd0>,\n",
       " [])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:53:49.867517. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "param_overrides = {\"neuron_to_neuron_exc_syn_conductance\": \"25 nS\",\n",
    "                   \"neuron_to_neuron_inh_syn_conductance\": \"30 nS\",\n",
    "                   \"neuron_to_neuron_elec_syn_gbase\": \"0.01 nS\",\n",
    "                  \"unphysiological_offset_current\":\"4pA\"}\n",
    "\n",
    "run_c302('Oscillator','C0','',1000,0.05,'jNeuroML',verbose=False,plot_ca=False,param_overrides=param_overrides)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
